In the field of catalysis, multivariate inputs refer to the simultaneous consideration and manipulation of multiple variables or factors that influence the catalytic process. These variables can include temperature, pressure, concentration of reactants, catalyst composition, and the reaction environment. By optimizing these factors collectively, rather than in isolation, researchers aim to achieve higher efficiencies, selectivities, and overall better performance of catalytic systems.